Pith Number

pith:VQBP2Y3I

pith:2022:VQBP2Y3IUMDYNYK5EM6YO22KIP

not attested not anchored not stored refs pending

Linear Reinforcement Learning with Ball Structure Action Space

Dean P. Foster, Dhruv Madeka, Randy Jia, Zeyu Jia

arxiv:2211.07419 v1 · 2022-11-14 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VQBP2Y3IUMDYNYK5EM6YO22KIP}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T05:15:53.344965Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac02fd6368a30786e15d233d876b4a43eb81718414aa9b51e4a5e2bf3106e4cd

Aliases

arxiv: 2211.07419 · arxiv_version: 2211.07419v1 · doi: 10.48550/arxiv.2211.07419 · pith_short_12: VQBP2Y3IUMDY · pith_short_16: VQBP2Y3IUMDYNYK5 · pith_short_8: VQBP2Y3I

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/VQBP2Y3IUMDYNYK5EM6YO22KIP \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: ac02fd6368a30786e15d233d876b4a43eb81718414aa9b51e4a5e2bf3106e4cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7da580c6a68ad9bceeb169badb512ee99582d886b00c2892b62be106e0125fb2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-14T14:48:39Z",
    "title_canon_sha256": "45c2515bade124160f7d39d7e2ea824330157186c071a2adde76a9ce847f28ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.07419",
    "kind": "arxiv",
    "version": 1
  }
}